| SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography | Feb 11, 2022 | ManagementPhotoplethysmography (PPG) | —Unverified | 0 |
| Active Privacy-Utility Trade-off Against Inference in Time-Series Data Sharing | Feb 11, 2022 | Action DetectionActivity Detection | —Unverified | 0 |
| Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data | Feb 11, 2022 | Anomaly DetectionChange Point Detection | —Unverified | 0 |
| Case-based reasoning for rare events prediction on strategic sites | Feb 10, 2022 | Irregular Time SeriesPrediction | —Unverified | 0 |
| Learning Latent Causal Dynamics | Feb 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Two-Stage Deep Anomaly Detection with Heterogeneous Time Series Data | Feb 10, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data | Feb 8, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| The Lifecycle of a Statistical Model: Model Failure Detection, Identification, and Refitting | Feb 8, 2022 | modelTime Series | —Unverified | 0 |
| Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods | Feb 8, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Spectral Propagation Graph Network for Few-shot Time Series Classification | Feb 8, 2022 | ClassificationTime Series | —Unverified | 0 |
| Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion | Feb 8, 2022 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting | Feb 8, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series | Feb 7, 2022 | Causal InferenceTime Series | CodeCode Available | 0 |
| Detecting Structural Breaks in Foreign Exchange Markets by using the group LASSO technique | Feb 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Threshold Asymmetric Conditional Autoregressive Range (TACARR) Model | Feb 7, 2022 | modelTime Series | —Unverified | 0 |
| Robust Anomaly Detection for Time-series Data | Feb 6, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Functional Mixtures-of-Experts | Feb 4, 2022 | Clusteringparameter estimation | —Unverified | 0 |
| Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series | Feb 4, 2022 | DecoderModel Selection | —Unverified | 0 |
| Evaluating conditional covariance estimates via a new targeting approach and a networks-based analysis | Feb 4, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detecting Distributional Differences in Labeled Sequence Data with Application to Tropical Cyclone Satellite Imagery | Feb 4, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Dynamic Effective Connectivity Estimation from Multivariate Time Series | Feb 4, 2022 | Connectivity EstimationLink Prediction | —Unverified | 0 |
| Introducing Block-Toeplitz Covariance Matrices to Remaster Linear Discriminant Analysis for Event-related Potential Brain-computer Interfaces | Feb 4, 2022 | Binary ClassificationClassification | CodeCode Available | 0 |
| Robust Audio Anomaly Detection | Feb 3, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Review of automated time series forecasting pipelines | Feb 3, 2022 | AutoMLFeature Engineering | —Unverified | 0 |
| COVID-19 Hospitalizations Forecasts Using Internet Search Data | Feb 3, 2022 | Decision MakingTime Series | —Unverified | 0 |